Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 850 |
| Missing cells | 150 |
| Missing cells (%) | 2.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 59.9 KiB |
| Average record size in memory | 72.2 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 2 |
age is highly overall correlated with employ and 2 other fields | High correlation |
employ is highly overall correlated with age and 1 other fields | High correlation |
address is highly overall correlated with age | High correlation |
income is highly overall correlated with age and 3 other fields | High correlation |
debtinc is highly overall correlated with creddebt and 1 other fields | High correlation |
creddebt is highly overall correlated with income and 2 other fields | High correlation |
othdebt is highly overall correlated with income and 2 other fields | High correlation |
default has 150 (17.6%) missing values | Missing |
employ has 72 (8.5%) zeros | Zeros |
address has 60 (7.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-11 16:34:55.917979 |
|---|---|
| Analysis finished | 2024-01-11 16:35:18.689064 |
| Duration | 22.77 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
age
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.029412 |
| Minimum | 20 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 29 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 49 |
| Maximum | 56 |
| Range | 36 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.0414316 |
|---|---|
| Coefficient of variation (CV) | 0.22956228 |
| Kurtosis | -0.65755007 |
| Mean | 35.029412 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.3350366 |
| Sum | 29775 |
| Variance | 64.664623 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 29 | 51 | 6.0% |
| 31 | 42 | 4.9% |
| 39 | 41 | 4.8% |
| 35 | 40 | 4.7% |
| 34 | 38 | 4.5% |
| 28 | 38 | 4.5% |
| 41 | 36 | 4.2% |
| 36 | 33 | 3.9% |
| 27 | 33 | 3.9% |
| 40 | 32 | 3.8% |
| Other values (27) | 466 |
| Value | Count | Frequency (%) |
| 20 | 2 | 0.2% |
| 21 | 12 | 1.4% |
| 22 | 14 | 1.6% |
| 23 | 21 | |
| 24 | 30 | |
| 25 | 25 | |
| 26 | 30 | |
| 27 | 33 | |
| 28 | 38 | |
| 29 | 51 |
| Value | Count | Frequency (%) |
| 56 | 2 | 0.2% |
| 55 | 2 | 0.2% |
| 54 | 4 | 0.5% |
| 53 | 7 | 0.8% |
| 52 | 9 | |
| 51 | 7 | 0.8% |
| 50 | 11 | |
| 49 | 5 | 0.6% |
| 48 | 19 | |
| 47 | 22 |
ed
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.8 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 850 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 2 | 235 | |
| 3 | 101 | 11.9% |
| 4 | 49 | 5.8% |
| 5 | 5 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 2 | 235 | |
| 3 | 101 | 11.9% |
| 4 | 49 | 5.8% |
| 5 | 5 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 2 | 235 | |
| 3 | 101 | 11.9% |
| 4 | 49 | 5.8% |
| 5 | 5 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 850 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 2 | 235 | |
| 3 | 101 | 11.9% |
| 4 | 49 | 5.8% |
| 5 | 5 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 850 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 2 | 235 | |
| 3 | 101 | 11.9% |
| 4 | 49 | 5.8% |
| 5 | 5 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 850 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 2 | 235 | |
| 3 | 101 | 11.9% |
| 4 | 49 | 5.8% |
| 5 | 5 | 0.6% |
employ
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 33 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5658824 |
| Minimum | 0 |
|---|---|
| Maximum | 33 |
| Zeros | 72 |
| Zeros (%) | 8.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 13 |
| 95-th percentile | 21.55 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.7778836 |
|---|---|
| Coefficient of variation (CV) | 0.79126508 |
| Kurtosis | 0.37920084 |
| Mean | 8.5658824 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.86266291 |
| Sum | 7281 |
| Variance | 45.939706 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 72 | 8.5% |
| 1 | 59 | 6.9% |
| 4 | 57 | 6.7% |
| 6 | 53 | 6.2% |
| 9 | 52 | 6.1% |
| 2 | 50 | 5.9% |
| 3 | 50 | 5.9% |
| 5 | 49 | 5.8% |
| 7 | 45 | 5.3% |
| 10 | 38 | 4.5% |
| Other values (23) | 325 |
| Value | Count | Frequency (%) |
| 0 | 72 | |
| 1 | 59 | |
| 2 | 50 | |
| 3 | 50 | |
| 4 | 57 | |
| 5 | 49 | |
| 6 | 53 | |
| 7 | 45 | |
| 8 | 38 | |
| 9 | 52 |
| Value | Count | Frequency (%) |
| 33 | 2 | 0.2% |
| 31 | 3 | |
| 30 | 3 | |
| 29 | 2 | 0.2% |
| 28 | 1 | 0.1% |
| 27 | 3 | |
| 26 | 1 | 0.1% |
| 25 | 4 | |
| 24 | 5 | |
| 23 | 6 |
address
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3717647 |
| Minimum | 0 |
|---|---|
| Maximum | 34 |
| Zeros | 60 |
| Zeros (%) | 7.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 12 |
| 95-th percentile | 22.55 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.8950164 |
|---|---|
| Coefficient of variation (CV) | 0.8236037 |
| Kurtosis | 0.25679934 |
| Mean | 8.3717647 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.92379061 |
| Sum | 7116 |
| Variance | 47.541251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 1 | 71 | 8.4% |
| 2 | 71 | 8.4% |
| 0 | 60 | 7.1% |
| 4 | 58 | 6.8% |
| 3 | 55 | 6.5% |
| 6 | 50 | 5.9% |
| 8 | 49 | 5.8% |
| 9 | 45 | 5.3% |
| 5 | 43 | 5.1% |
| 7 | 41 | 4.8% |
| Other values (22) | 307 |
| Value | Count | Frequency (%) |
| 0 | 60 | |
| 1 | 71 | |
| 2 | 71 | |
| 3 | 55 | |
| 4 | 58 | |
| 5 | 43 | |
| 6 | 50 | |
| 7 | 41 | |
| 8 | 49 | |
| 9 | 45 |
| Value | Count | Frequency (%) |
| 34 | 1 | 0.1% |
| 31 | 2 | 0.2% |
| 30 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 27 | 4 | 0.5% |
| 26 | 10 | |
| 25 | 9 | |
| 24 | 4 | 0.5% |
| 23 | 11 | |
| 22 | 9 |
income
Real number (ℝ)
| Distinct | 129 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.675294 |
| Minimum | 13 |
|---|---|
| Maximum | 446 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 24 |
| median | 35 |
| Q3 | 55.75 |
| 95-th percentile | 115.55 |
| Maximum | 446 |
| Range | 433 |
| Interquartile range (IQR) | 31.75 |
Descriptive statistics
| Standard deviation | 38.543054 |
|---|---|
| Coefficient of variation (CV) | 0.82576992 |
| Kurtosis | 22.485763 |
| Mean | 46.675294 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 3.7007613 |
| Sum | 39674 |
| Variance | 1485.567 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21 | 28 | 3.3% |
| 25 | 27 | 3.2% |
| 26 | 27 | 3.2% |
| 22 | 26 | 3.1% |
| 27 | 25 | 2.9% |
| 20 | 25 | 2.9% |
| 24 | 24 | 2.8% |
| 28 | 24 | 2.8% |
| 18 | 23 | 2.7% |
| 23 | 23 | 2.7% |
| Other values (119) | 598 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.1% |
| 14 | 8 | 0.9% |
| 15 | 10 | 1.2% |
| 16 | 20 | |
| 17 | 16 | |
| 18 | 23 | |
| 19 | 15 | |
| 20 | 25 | |
| 21 | 28 | |
| 22 | 26 |
| Value | Count | Frequency (%) |
| 446 | 1 | |
| 324 | 1 | |
| 266 | 1 | |
| 254 | 1 | |
| 253 | 1 | |
| 249 | 1 | |
| 242 | 1 | |
| 234 | 1 | |
| 221 | 1 | |
| 220 | 1 |
debtinc
Real number (ℝ)
| Distinct | 245 |
|---|---|
| Distinct (%) | 28.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.171647 |
| Minimum | 0.1 |
|---|---|
| Maximum | 41.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 5.1 |
| median | 8.7 |
| Q3 | 13.8 |
| 95-th percentile | 23.51 |
| Maximum | 41.3 |
| Range | 41.2 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 6.7194413 |
|---|---|
| Coefficient of variation (CV) | 0.66060504 |
| Kurtosis | 1.3876939 |
| Mean | 10.171647 |
| Median Absolute Deviation (MAD) | 4.2 |
| Skewness | 1.1249989 |
| Sum | 8645.9 |
| Variance | 45.150891 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.4 | 12 | 1.4% |
| 4.4 | 10 | 1.2% |
| 5 | 10 | 1.2% |
| 6.7 | 10 | 1.2% |
| 4.5 | 10 | 1.2% |
| 10.5 | 9 | 1.1% |
| 6.4 | 9 | 1.1% |
| 3.7 | 9 | 1.1% |
| 7.2 | 9 | 1.1% |
| 4.1 | 8 | 0.9% |
| Other values (235) | 754 |
| Value | Count | Frequency (%) |
| 0.1 | 1 | 0.1% |
| 0.4 | 1 | 0.1% |
| 0.6 | 2 | 0.2% |
| 0.7 | 1 | 0.1% |
| 0.8 | 1 | 0.1% |
| 0.9 | 4 | |
| 1 | 2 | 0.2% |
| 1.1 | 4 | |
| 1.2 | 6 | |
| 1.3 | 3 |
| Value | Count | Frequency (%) |
| 41.3 | 1 | |
| 36.6 | 1 | |
| 35.3 | 1 | |
| 33.4 | 1 | |
| 33.3 | 1 | |
| 32.5 | 2 | |
| 32.4 | 1 | |
| 32.3 | 1 | |
| 30.8 | 1 | |
| 30.7 | 1 |
creddebt
Real number (ℝ)
| Distinct | 842 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5768047 |
| Minimum | 0.011696 |
|---|---|
| Maximum | 20.56131 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0.011696 |
|---|---|
| 5-th percentile | 0.108927 |
| Q1 | 0.382176 |
| median | 0.8850915 |
| Q3 | 1.8984405 |
| 95-th percentile | 5.3486741 |
| Maximum | 20.56131 |
| Range | 20.549614 |
| Interquartile range (IQR) | 1.5162645 |
Descriptive statistics
| Standard deviation | 2.12584 |
|---|---|
| Coefficient of variation (CV) | 1.3481948 |
| Kurtosis | 19.500145 |
| Mean | 1.5768047 |
| Median Absolute Deviation (MAD) | 0.6067105 |
| Skewness | 3.7018998 |
| Sum | 1340.284 |
| Variance | 4.5191958 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.105 | 2 | 0.2% |
| 0.402192 | 2 | 0.2% |
| 0.44982 | 2 | 0.2% |
| 0.2254 | 2 | 0.2% |
| 0.130416 | 2 | 0.2% |
| 0.62208 | 2 | 0.2% |
| 0.085785 | 2 | 0.2% |
| 0.43344 | 2 | 0.2% |
| 0.272636 | 1 | 0.1% |
| 6.91152 | 1 | 0.1% |
| Other values (832) | 832 |
| Value | Count | Frequency (%) |
| 0.011696 | 1 | |
| 0.014835 | 1 | |
| 0.02205 | 1 | |
| 0.024528 | 1 | |
| 0.024576 | 1 | |
| 0.025074 | 1 | |
| 0.029412 | 1 | |
| 0.029898 | 1 | |
| 0.030212 | 1 | |
| 0.030492 | 1 |
| Value | Count | Frequency (%) |
| 20.56131 | 1 | |
| 16.03147 | 1 | |
| 15.791776 | 1 | |
| 15.01668 | 1 | |
| 14.5962 | 1 | |
| 14.231448 | 1 | |
| 13.5525 | 1 | |
| 11.359392 | 1 | |
| 10.67934 | 1 | |
| 9.8766 | 1 |
othdebt
Real number (ℝ)
| Distinct | 848 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0787894 |
| Minimum | 0.045584 |
|---|---|
| Maximum | 35.1975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.8 KiB |
Quantile statistics
| Minimum | 0.045584 |
|---|---|
| 5-th percentile | 0.35989955 |
| Q1 | 1.045942 |
| median | 2.003243 |
| Q3 | 3.9030008 |
| 95-th percentile | 9.4811046 |
| Maximum | 35.1975 |
| Range | 35.151916 |
| Interquartile range (IQR) | 2.8570588 |
Descriptive statistics
| Standard deviation | 3.3988033 |
|---|---|
| Coefficient of variation (CV) | 1.1039415 |
| Kurtosis | 16.635286 |
| Mean | 3.0787894 |
| Median Absolute Deviation (MAD) | 1.132505 |
| Skewness | 3.2060225 |
| Sum | 2616.971 |
| Variance | 11.551864 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.8234 | 2 | 0.2% |
| 3.166086 | 2 | 0.2% |
| 5.008608 | 1 | 0.1% |
| 1.755775 | 1 | 0.1% |
| 0.775372 | 1 | 0.1% |
| 0.682176 | 1 | 0.1% |
| 3.9468 | 1 | 0.1% |
| 0.364364 | 1 | 0.1% |
| 4.51248 | 1 | 0.1% |
| 4.799355 | 1 | 0.1% |
| Other values (838) | 838 |
| Value | Count | Frequency (%) |
| 0.045584 | 1 | |
| 0.05295 | 1 | |
| 0.089488 | 1 | |
| 0.100926 | 1 | |
| 0.10752 | 1 | |
| 0.129582 | 1 | |
| 0.15012 | 1 | |
| 0.1563 | 1 | |
| 0.160983 | 1 | |
| 0.163863 | 1 |
| Value | Count | Frequency (%) |
| 35.1975 | 1 | |
| 27.0336 | 1 | |
| 23.104224 | 1 | |
| 20.615868 | 1 | |
| 18.26913 | 1 | |
| 18.257382 | 1 | |
| 17.79899 | 1 | |
| 17.2038 | 1 | |
| 17.184552 | 1 | |
| 16.668126 | 1 |
default
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 150 |
| Missing (%) | 17.6% |
| Memory size | 6.8 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2100 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 517 | |
| 1.0 | 183 | 21.5% |
| (Missing) | 150 | 17.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 517 | |
| 1.0 | 183 | 26.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| . | 700 | |
| 1 | 183 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1400 | |
| Other Punctuation | 700 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| 1 | 183 | 13.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 700 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2100 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| . | 700 | |
| 1 | 183 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2100 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1217 | |
| . | 700 | |
| 1 | 183 | 8.7% |
| age | employ | address | income | debtinc | creddebt | othdebt | ed | default | |
|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.547 | 0.561 | 0.574 | -0.001 | 0.295 | 0.334 | 0.029 | 0.179 |
| employ | 0.547 | 1.000 | 0.325 | 0.707 | -0.070 | 0.318 | 0.354 | 0.054 | 0.310 |
| address | 0.561 | 0.325 | 1.000 | 0.345 | -0.014 | 0.206 | 0.191 | 0.069 | 0.200 |
| income | 0.574 | 0.707 | 0.345 | 1.000 | -0.021 | 0.503 | 0.557 | 0.176 | 0.111 |
| debtinc | -0.001 | -0.070 | -0.014 | -0.021 | 1.000 | 0.615 | 0.713 | 0.000 | 0.404 |
| creddebt | 0.295 | 0.318 | 0.206 | 0.503 | 0.615 | 1.000 | 0.613 | 0.061 | 0.213 |
| othdebt | 0.334 | 0.354 | 0.191 | 0.557 | 0.713 | 0.613 | 1.000 | 0.086 | 0.114 |
| ed | 0.029 | 0.054 | 0.069 | 0.176 | 0.000 | 0.061 | 0.086 | 1.000 | 0.103 |
| default | 0.179 | 0.310 | 0.200 | 0.111 | 0.404 | 0.213 | 0.114 | 0.103 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| age | ed | employ | address | income | debtinc | creddebt | othdebt | default | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 41 | 3 | 17 | 12 | 176 | 9.3 | 11.359392 | 5.008608 | 1.0 |
| 1 | 27 | 1 | 10 | 6 | 31 | 17.3 | 1.362202 | 4.000798 | 0.0 |
| 2 | 40 | 1 | 15 | 14 | 55 | 5.5 | 0.856075 | 2.168925 | 0.0 |
| 3 | 41 | 1 | 15 | 14 | 120 | 2.9 | 2.658720 | 0.821280 | 0.0 |
| 4 | 24 | 2 | 2 | 0 | 28 | 17.3 | 1.787436 | 3.056564 | 1.0 |
| 5 | 41 | 2 | 5 | 5 | 25 | 10.2 | 0.392700 | 2.157300 | 0.0 |
| 6 | 39 | 1 | 20 | 9 | 67 | 30.6 | 3.833874 | 16.668126 | 0.0 |
| 7 | 43 | 1 | 12 | 11 | 38 | 3.6 | 0.128592 | 1.239408 | 0.0 |
| 8 | 24 | 1 | 3 | 4 | 19 | 24.4 | 1.358348 | 3.277652 | 1.0 |
| 9 | 36 | 1 | 0 | 13 | 25 | 19.7 | 2.777700 | 2.147300 | 0.0 |
| age | ed | employ | address | income | debtinc | creddebt | othdebt | default | |
|---|---|---|---|---|---|---|---|---|---|
| 840 | 35 | 2 | 11 | 1 | 62 | 32.4 | 9.702504 | 10.385496 | NaN |
| 841 | 35 | 4 | 10 | 12 | 45 | 8.5 | 1.040400 | 2.784600 | NaN |
| 842 | 51 | 4 | 15 | 30 | 26 | 13.6 | 2.011984 | 1.524016 | NaN |
| 843 | 36 | 1 | 5 | 2 | 27 | 7.0 | 0.723870 | 1.166130 | NaN |
| 844 | 23 | 1 | 3 | 4 | 13 | 3.1 | 0.045539 | 0.357461 | NaN |
| 845 | 34 | 1 | 12 | 15 | 32 | 2.7 | 0.239328 | 0.624672 | NaN |
| 846 | 32 | 2 | 12 | 11 | 116 | 5.7 | 4.026708 | 2.585292 | NaN |
| 847 | 48 | 1 | 13 | 11 | 38 | 10.8 | 0.722304 | 3.381696 | NaN |
| 848 | 35 | 2 | 1 | 11 | 24 | 7.8 | 0.417456 | 1.454544 | NaN |
| 849 | 37 | 1 | 20 | 13 | 41 | 12.9 | 0.899130 | 4.389870 | NaN |